Table 11.

Classification result (%) on Salinas Dataset.

Class	HybridSN	SSRN	BS2T	SF	MorphFormer	FouriorFormer	GSC-ViT	GAHT	Proposed
C1	100	99.94	100	99.79	89.99	100	99.89	100	100
C2	100	100	100	100	99.89	100	100	100	100
C3	99.23	100	100	100	92.94	100	100	100	100
C4	98.55	99.92	99.49	91.95	88.98	82.24	99.34	99.56	99.92
C5	99.35	98.49	96.64	98.60	91.13	100	98.41	98.94	99.77
C6	99.94	100	100	100	98.13	100	99.97	99.97	100
C7	100	99.88	100	99.18	97.34	99.97	99.18	99.94	99.94
C8	95.42	99.48	99.97	93.07	90.63	99.34	98.44	99.17	99.92
C9	100	100	100	100	98.53	100	99.98	100	100
C10	97.68	99.19	99.07	98.02	87.11	99.13	99.47	99.32	99.43
C11	96.68	99.05	100	93.37	88.55	99.90	99.05	100	100
C12	99.73	100	100	100	88.36	100	100	99.89	100
C13	98.01	39.47	90.62	91.06	90.40	92.28	89.41	99.44	100
C14	97.92	97.92	98.77	98.58	90.55	98.77	97.45	93.95	97.90
C15	92.03	98.17	84.47	91.64	86.08	96.74	97.87	96.76	99.97
C16	99.38	99.49	99.94	99.94	88.31	99.88	99.32	100	100
OA	97.56	98.41	97.49	96.66	92.18	98.75	98.93	99.15	99.74
AA	98.37	95.69	98.06	97.20	91.68	98.01	98.61	99.18	99.76
Kappa	0.972	0.982	0.972	0.962	0.912	0.986	0.988	0.990	0.997
Params	796.8 (K)	139.69 (K)	1.36 (M)	205.59 (K)	141.5 (K)	715.9 (K)	1.04 (M)	1.07 (M)	0.98 (M)
MACs	31.96 (M)	47.10 (M)	14.71 (M)	13.69 (M)	5.98 (M)	110.34 (M)	118.93 (M)	177.81 (M)	1.25 (M)
TR Time (s)	51.93	90.70	391.18	65.91	153.86	206.13	157.63	189.37	168.93
TS Time (s)	10.98	20.28	103.65	25.37	26.09	51.23	19.87	22.18	54.80